title: Statistical methods to enhance reporting of Aboriginal Australians in routine hospital records using data linkage affect estimates of health disparities.
abstract: OBJECTIVE
  To investigate under-recording of Aboriginal people in hospital data from New South Wales (NSW), Australia, define algorithms for enhanced reporting, and examine the impact of these algorithms on estimated disparities in cardiovascular and injury outcomes.
  
  
  METHODS
  NSW Admitted Patient Data were linked with NSW mortality data (2001-2007). Associations with recording of Aboriginal status were investigated using multilevel logistic regression. The number of admissions reported as Aboriginal according to six algorithms was compared with the original (unenhanced) Aboriginal status variable. Age-standardised admission, and 30- and 365-day mortality ratios were estimated for cardiovascular disease and injury.
  
  
  RESULTS
  Sixty per cent of the variation in recording of Aboriginal status was due to the hospital of admission, with poorer recording in private and major city hospitals. All enhancement algorithms increased the number of admissions reported as Aboriginal, from between 4.1% and 37.8%. Admission and mortality ratios varied markedly between algorithms, with less strict algorithms resulting in higher admission rate ratios, but generally lower mortality rate ratios, particularly for cardiovascular disease.
  
  
  CONCLUSIONS
  The choice of enhancement algorithm has an impact on the number of people reported as Aboriginal and on estimated outcome ratios. The influence of the hospital on recording of Aboriginal status highlights the importance of continued efforts to improve data collection.
  
  
  CONCLUSIONS
  Estimates of Aboriginal health disparity can change depending on how Aboriginal status is reported. Sensitivity analyses using a number of algorithms are recommended.
authors.affiliation: Centre for Health Research, University of Western Sydney, New South Wales MRC/CSO Social and Public Health Sciences Unit, University of Glasgow, UK Centre for Health Research, University of Western Sydney, New South Wales; The Sax Institute, New South Wales.
authors.forename: Deborah A
authors.initials: DA
authors.lastname: Randall
authors.forename: Sanja
authors.initials: S
authors.lastname: Lujic
authors.forename: Alastair H
authors.initials: AH
authors.lastname: Leyland
authors.forename: Louisa R
authors.initials: LR
authors.lastname: Jorm
mesh_terms: D000328:Adult; D000368:Aged; D000369:Aged, 80 and over; D001315:Australia / Q000453:epidemiology; D002318:Cardiovascular Diseases / Q000208:ethnology*; D005260:Female; D054624:Health Status Disparities; D017052:Hospital Mortality / Q000208:ethnology*; D006760:Hospitalization / Q000706:statistics & numerical data; D006801:Humans; D008297:Male; D008498:Medical Record Linkage; D008499:Medical Records / Q000706:statistics & numerical data; D008875:Middle Aged; D009517:New South Wales / Q000453:epidemiology; D012042:Registries
keywords: Aboriginal health; administrative data; cardiovascular disease; data linkage; injury; reporting